Optimization

Asynchronous Stochastic Frank-Wolfe Algorithms for Non-Convex Optimization IJCAI 2019 A Theoretically Guaranteed Deep Optimization Framework for Robust Compressive Sensing MRI AAAI 2019 A Theoretically Sound Upper Bound on the Triplet Loss for Improving the Efficiency of Deep Distance Metric Learning CVPR 2019 A Theory of Regularized Markov Decision Processes ICML 2019 Attacking Data Transforming Learners at Training Time AAAI 2019 Attention Optimization for Abstractive Document Summarization EMNLP 2019 AugBoost: Gradient Boosting Enhanced with Step-Wise Feature Augmentation IJCAI 2019 A Unified Framework for Data Poisoning Attack to Graph-based Semi-supervised Learning NeurIPS 2019 A unified variance-reduced accelerated gradient method for convex optimization NeurIPS 2019 A Unified Weight Learning Paradigm for Multi-view Learning AISTATS 2019 A Universal Algorithm for Variational Inequalities Adaptive to Smoothness and Noise COLT 2019 A Universally Optimal Multistage Accelerated Stochastic Gradient Method NeurIPS 2019 Automated Machine Learning with Monte-Carlo Tree Search IJCAI 2019 Automated Scalable Bayesian Inference via Hilbert Coresets JMLR 2019 AutoML from Service Provider’s Perspective: Multi-device, Multi-tenant Model Selection with GP-EI AISTATS 2019 AutoML Strategy Based on Grammatical Evolution: A Case Study about Knowledge Discovery from Text ACL 2019 Auto-Sizing the Transformer Network: Improving Speed, Efficiency, and Performance for Low-Resource Machine Translation EMNLP 2019 AutoZOOM: Autoencoder-Based Zeroth Order Optimization Method for Attacking Black-Box Neural Networks AAAI 2019 A Variational Inequality Perspective on Generative Adversarial Networks ICLR 2019 Backpropagation-Friendly Eigendecomposition NeurIPS 2019 Balanced Linear Contextual Bandits AAAI 2019 Balanced Ranking with Diversity Constraints IJCAI 2019 Balancing Efficiency and Fairness in On-Demand Ridesourcing NeurIPS 2019 Balancing Relevance and Diversity in Online Bipartite Matching via Submodularity AAAI 2019 Bandit Online Learning with Unknown Delays AISTATS 2019